Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "64" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 81 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 79 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459898 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.817242 | 0.169771 | -1.154649 | 0.067373 | -1.494832 | -1.749742 | -0.440390 | -1.660289 | 0.5987 | 0.6371 | 0.4032 | nan | nan |
| 2459897 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.953097 | 0.302822 | -0.824120 | 0.220674 | -1.260189 | -1.546291 | 0.472346 | -1.435736 | 0.6043 | 0.6379 | 0.3968 | nan | nan |
| 2459896 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.721285 | 0.356298 | -0.943276 | 0.256234 | -1.950940 | -2.626841 | -0.329098 | -1.009887 | 0.6109 | 0.6462 | 0.3968 | nan | nan |
| 2459894 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.109213 | 0.103409 | -0.892866 | 0.177642 | -1.377819 | -1.818187 | 0.050998 | -1.322202 | 0.6164 | 0.6467 | 0.3857 | nan | nan |
| 2459893 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.814286 | 0.148725 | -1.094326 | 0.000448 | -1.322776 | -1.942022 | -0.326558 | -1.777915 | 0.6167 | 0.6477 | 0.3886 | nan | nan |
| 2459892 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.868128 | 0.212229 | -1.232469 | 0.170400 | -1.440339 | -1.810506 | -0.298612 | -1.593775 | 0.6100 | 0.6496 | 0.3935 | nan | nan |
| 2459891 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.766700 | 0.037611 | -0.912626 | 0.371188 | -1.525902 | -2.081635 | -0.303221 | -1.307339 | 0.5986 | 0.6362 | 0.3964 | nan | nan |
| 2459890 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.135821 | 0.109914 | -1.410239 | 0.727714 | -1.538411 | -1.793239 | 0.122381 | -1.120636 | 0.6009 | 0.6330 | 0.3934 | nan | nan |
| 2459889 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.058492 | 0.183865 | -0.975758 | 0.308693 | -1.821170 | -2.232666 | -0.323678 | -1.870821 | 0.6090 | 0.6374 | 0.3878 | nan | nan |
| 2459888 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.818629 | 0.124445 | -1.192557 | 0.653043 | -1.218126 | -1.529246 | -0.444309 | -1.295454 | 0.6256 | 0.6558 | 0.3833 | nan | nan |
| 2459887 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.833592 | -0.120187 | -2.167447 | -0.113852 | -1.995089 | -2.131048 | 0.074936 | -0.945887 | 0.6069 | 0.6349 | 0.3926 | nan | nan |
| 2459886 | not_connected | 100.00% | 1.06% | 1.06% | 0.00% | - | - | 0.751460 | -0.400650 | -1.196309 | 0.358136 | 5.526066 | 5.756938 | -0.837790 | -0.781671 | 0.6799 | 0.6849 | 0.3559 | nan | nan |
| 2459885 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.877360 | 2.337852 | 13.691799 | 25.217280 | 1.960207 | 4.562011 | 5.859834 | 4.531967 | 0.6576 | 0.6724 | 0.3641 | nan | nan |
| 2459884 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.671974 | -0.010777 | -1.202525 | 0.641741 | -1.488867 | -2.020770 | 0.514347 | -1.455229 | 0.6129 | 0.6321 | 0.3946 | nan | nan |
| 2459883 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.822089 | 2.185585 | 12.052752 | 22.372634 | 0.849005 | 2.153188 | 4.719613 | -0.490274 | 0.6198 | 0.6466 | 0.3908 | nan | nan |
| 2459882 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.274175 | 3.353008 | 13.850427 | 25.599172 | 1.229473 | 2.810013 | 1.332448 | -1.001822 | 0.6189 | 0.6447 | 0.3864 | nan | nan |
| 2459881 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.613260 | 2.095229 | 15.701148 | 29.419856 | 1.604507 | 4.722056 | 1.953704 | 2.233846 | 0.6680 | 0.6976 | 0.3307 | nan | nan |
| 2459880 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.170418 | 2.122294 | 12.394753 | 23.704844 | 0.618385 | 1.740699 | 2.440894 | -0.906579 | 0.6117 | 0.6405 | 0.3955 | nan | nan |
| 2459879 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.147760 | -0.704950 | -2.494341 | -1.730653 | -1.211824 | -2.402414 | -0.366146 | -1.765688 | 0.6002 | 0.6338 | 0.4150 | nan | nan |
| 2459878 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.895307 | 2.419069 | 15.522097 | 29.141105 | 1.043680 | 3.363539 | 1.240898 | -1.939047 | 0.6128 | 0.6509 | 0.4015 | nan | nan |
| 2459876 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459875 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.322846 | 1.877911 | 14.884225 | 27.465408 | 1.315610 | 4.298489 | 0.497960 | 0.347475 | 0.6375 | 0.6594 | 0.4149 | nan | nan |
| 2459874 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 14.198058 | 15.044884 | 28.914651 | 30.167485 | 15.090112 | 24.928325 | -5.246306 | -6.404143 | 0.6226 | 0.6069 | 0.3900 | nan | nan |
| 2459873 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459872 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.244775 | 1.592003 | 14.004069 | 24.973224 | 2.662522 | 5.943211 | 0.692625 | -1.637516 | 0.6268 | 0.6366 | 0.4075 | nan | nan |
| 2459871 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.321783 | 1.339679 | 13.881600 | 25.777342 | 2.990818 | 6.087421 | 0.368512 | -1.252904 | 0.6337 | 0.6328 | 0.4014 | nan | nan |
| 2459870 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.307504 | 2.669989 | 10.141631 | 18.707985 | 1.800405 | 4.136542 | 1.020708 | -1.843507 | 0.6355 | 0.6392 | 0.4087 | nan | nan |
| 2459869 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.619261 | 2.601231 | 9.901452 | 18.380288 | 3.092845 | 5.260303 | 0.982665 | -0.057618 | 0.6470 | 0.6596 | 0.4005 | nan | nan |
| 2459868 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.417820 | 2.668104 | 15.045796 | 29.078433 | 3.020114 | 3.368893 | 3.188595 | -2.309898 | 0.6253 | 0.6337 | 0.4205 | nan | nan |
| 2459867 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.462096 | 1.906072 | 10.832309 | 21.084326 | 1.757357 | 1.839506 | 8.994982 | -1.383462 | 0.6377 | 0.6389 | 0.4130 | nan | nan |
| 2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.426291 | 3.233104 | 14.067047 | 27.580121 | 2.793868 | 4.494744 | 12.071213 | 3.920985 | 0.6609 | 0.6612 | 0.3852 | nan | nan |
| 2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.456734 | 2.412444 | 8.113095 | 13.538763 | 1.300031 | 3.036235 | 29.062498 | -1.681636 | 0.6429 | 0.6397 | 0.4354 | nan | nan |
| 2459863 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.679169 | 0.066359 | -1.038542 | 0.500930 | -0.302284 | -1.246728 | 10.280982 | -1.495878 | 0.6297 | 0.6238 | 0.4213 | nan | nan |
| 2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.943140 | 1.061154 | 10.639287 | 16.383451 | 1.346357 | 3.361750 | 0.759181 | -1.301870 | 0.6145 | 0.6601 | 0.4349 | nan | nan |
| 2459861 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.727338 | -0.255224 | -2.010120 | -0.771108 | -1.441047 | -2.220423 | 4.605614 | -1.660065 | 0.6468 | 0.6400 | 0.4367 | nan | nan |
| 2459860 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459859 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.304794 | -0.309125 | -1.898134 | -0.675247 | -1.234638 | -2.145912 | -0.316867 | -1.403321 | 0.6615 | 0.6428 | 0.4281 | nan | nan |
| 2459858 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.350673 | -0.432130 | -2.507136 | -1.071764 | -1.521199 | -2.411546 | 0.604692 | -1.755261 | 0.6681 | 0.6473 | 0.4398 | 2.807593 | 2.560900 |
| 2459857 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 16.774177 | 18.824861 | 12.377829 | 16.085849 | 88.611636 | 118.784034 | 29.923341 | 17.037903 | 0.6600 | 0.6637 | 0.4277 | nan | nan |
| 2459856 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.904201 | 1.657829 | 7.794695 | 11.959414 | 0.744554 | 2.654880 | -0.596101 | -1.951415 | 0.6586 | 0.6614 | 0.4230 | 2.701208 | 2.568136 |
| 2459855 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.675317 | 1.789507 | 8.503320 | 13.456783 | -0.498627 | 0.322453 | 0.372462 | -1.518531 | 0.6244 | 0.6699 | 0.4635 | 3.050438 | 2.915113 |
| 2459854 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.440717 | 1.524322 | 7.680768 | 11.577793 | -0.412267 | -0.043206 | 1.605110 | -0.767931 | 0.6650 | 0.7096 | 0.4555 | 2.696333 | 2.490494 |
| 2459853 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.656190 | 1.358440 | 9.978579 | 14.767341 | 0.392481 | 2.231898 | 2.370507 | -2.016493 | 0.6829 | 0.6459 | 0.4494 | 3.169238 | 2.957750 |
| 2459852 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.805578 | 2.882369 | 9.754577 | 14.557554 | 4.229718 | 6.933955 | 6.811991 | 9.905146 | 0.7827 | 0.7984 | 0.2827 | 3.987499 | 4.114618 |
| 2459851 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.223527 | 4.909257 | 11.390641 | 15.568845 | 6.224316 | 14.939788 | 3.287602 | 12.207274 | 0.6996 | 0.7069 | 0.3679 | 2.726109 | 2.563837 |
| 2459850 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.550201 | 2.207758 | 9.489298 | 13.694601 | 0.959260 | 6.434910 | 4.026488 | 5.257387 | 0.6906 | 0.7232 | 0.3738 | 2.980327 | 2.941667 |
| 2459849 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.946251 | 2.238876 | 19.732951 | 28.064502 | 0.250815 | 2.293036 | -0.281476 | -1.597627 | 0.6888 | 0.7141 | 0.3801 | 2.800730 | 2.656569 |
| 2459848 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.027190 | 2.103022 | 14.379447 | 19.910079 | 1.633364 | 5.229478 | -0.184127 | -1.534046 | 0.6662 | 0.7186 | 0.3992 | 2.672926 | 2.734142 |
| 2459847 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.395412 | 1.814033 | 13.440400 | 18.735011 | 1.856655 | 5.014116 | 2.799411 | -1.465690 | 0.6663 | 0.6433 | 0.4529 | 2.678218 | 2.520196 |
| 2459846 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.902269 | 8.374706 | 10.417240 | 15.403964 | 4.605181 | 8.784586 | 0.845489 | -0.841843 | 0.8019 | 0.6273 | 0.5255 | 4.083223 | 3.226841 |
| 2459845 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.870934 | 2.934540 | 18.145875 | 26.208122 | 2.136500 | 3.459146 | 0.583282 | -2.241951 | 0.6898 | 0.7231 | 0.3980 | 0.000000 | 0.000000 |
| 2459844 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 40.043577 | 46.582712 | 134.947653 | 155.560479 | 189.232269 | 134.719197 | 56.862574 | 9.727327 | 0.8652 | 0.6005 | 0.5846 | nan | nan |
| 2459843 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.668228 | 8.349445 | 16.432380 | 18.014517 | 68.432464 | 74.462024 | -2.692527 | -3.442105 | 0.6977 | 0.7078 | 0.4137 | 3.824204 | 3.612527 |
| 2459842 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.904865 | 0.706105 | -0.919237 | -0.849620 | -1.908965 | -2.361190 | -1.717681 | -1.960487 | 0.7059 | 0.6074 | 0.2842 | 2.955854 | 2.619616 |
| 2459841 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 37.967808 | 44.607810 | 108.274618 | 116.050788 | 119.574361 | 128.797626 | 6.813511 | 2.276928 | 0.7253 | 0.7136 | 0.3357 | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.817242 | 0.169771 | 0.817242 | 0.067373 | -1.154649 | -1.749742 | -1.494832 | -1.660289 | -0.440390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.953097 | 0.302822 | 0.953097 | 0.220674 | -0.824120 | -1.546291 | -1.260189 | -1.435736 | 0.472346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.721285 | 0.356298 | 0.721285 | 0.256234 | -0.943276 | -2.626841 | -1.950940 | -1.009887 | -0.329098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 1.109213 | 0.103409 | 1.109213 | 0.177642 | -0.892866 | -1.818187 | -1.377819 | -1.322202 | 0.050998 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.814286 | 0.814286 | 0.148725 | -1.094326 | 0.000448 | -1.322776 | -1.942022 | -0.326558 | -1.777915 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.868128 | 0.212229 | 0.868128 | 0.170400 | -1.232469 | -1.810506 | -1.440339 | -1.593775 | -0.298612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.766700 | 0.766700 | 0.037611 | -0.912626 | 0.371188 | -1.525902 | -2.081635 | -0.303221 | -1.307339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 1.135821 | 0.109914 | 1.135821 | 0.727714 | -1.410239 | -1.793239 | -1.538411 | -1.120636 | 0.122381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 1.058492 | 1.058492 | 0.183865 | -0.975758 | 0.308693 | -1.821170 | -2.232666 | -0.323678 | -1.870821 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.818629 | 0.124445 | 0.818629 | 0.653043 | -1.192557 | -1.529246 | -1.218126 | -1.295454 | -0.444309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.833592 | -0.120187 | 0.833592 | -0.113852 | -2.167447 | -2.131048 | -1.995089 | -0.945887 | 0.074936 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Temporal Variability | 5.756938 | 0.751460 | -0.400650 | -1.196309 | 0.358136 | 5.526066 | 5.756938 | -0.837790 | -0.781671 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 25.217280 | 2.337852 | 3.877360 | 25.217280 | 13.691799 | 4.562011 | 1.960207 | 4.531967 | 5.859834 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.671974 | -0.010777 | 0.671974 | 0.641741 | -1.202525 | -2.020770 | -1.488867 | -1.455229 | 0.514347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 22.372634 | 2.185585 | 2.822089 | 22.372634 | 12.052752 | 2.153188 | 0.849005 | -0.490274 | 4.719613 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 25.599172 | 3.353008 | 5.274175 | 25.599172 | 13.850427 | 2.810013 | 1.229473 | -1.001822 | 1.332448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 29.419856 | 2.095229 | 2.613260 | 29.419856 | 15.701148 | 4.722056 | 1.604507 | 2.233846 | 1.953704 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 23.704844 | 2.122294 | 3.170418 | 23.704844 | 12.394753 | 1.740699 | 0.618385 | -0.906579 | 2.440894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.147760 | -0.704950 | 0.147760 | -1.730653 | -2.494341 | -2.402414 | -1.211824 | -1.765688 | -0.366146 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 29.141105 | 2.419069 | 2.895307 | 29.141105 | 15.522097 | 3.363539 | 1.043680 | -1.939047 | 1.240898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 27.465408 | 3.322846 | 1.877911 | 14.884225 | 27.465408 | 1.315610 | 4.298489 | 0.497960 | 0.347475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 30.167485 | 14.198058 | 15.044884 | 28.914651 | 30.167485 | 15.090112 | 24.928325 | -5.246306 | -6.404143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 24.973224 | 1.592003 | 3.244775 | 24.973224 | 14.004069 | 5.943211 | 2.662522 | -1.637516 | 0.692625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 25.777342 | 1.339679 | 2.321783 | 25.777342 | 13.881600 | 6.087421 | 2.990818 | -1.252904 | 0.368512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 18.707985 | 4.307504 | 2.669989 | 10.141631 | 18.707985 | 1.800405 | 4.136542 | 1.020708 | -1.843507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 18.380288 | 3.619261 | 2.601231 | 9.901452 | 18.380288 | 3.092845 | 5.260303 | 0.982665 | -0.057618 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 29.078433 | 4.417820 | 2.668104 | 15.045796 | 29.078433 | 3.020114 | 3.368893 | 3.188595 | -2.309898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 21.084326 | 1.906072 | 3.462096 | 21.084326 | 10.832309 | 1.839506 | 1.757357 | -1.383462 | 8.994982 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 27.580121 | 5.426291 | 3.233104 | 14.067047 | 27.580121 | 2.793868 | 4.494744 | 12.071213 | 3.920985 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Temporal Discontinuties | 29.062498 | 2.412444 | 4.456734 | 13.538763 | 8.113095 | 3.036235 | 1.300031 | -1.681636 | 29.062498 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Temporal Discontinuties | 10.280982 | 1.679169 | 0.066359 | -1.038542 | 0.500930 | -0.302284 | -1.246728 | 10.280982 | -1.495878 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 16.383451 | 1.943140 | 1.061154 | 10.639287 | 16.383451 | 1.346357 | 3.361750 | 0.759181 | -1.301870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Temporal Discontinuties | 4.605614 | -0.255224 | 0.727338 | -0.771108 | -2.010120 | -2.220423 | -1.441047 | -1.660065 | 4.605614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.304794 | 0.304794 | -0.309125 | -1.898134 | -0.675247 | -1.234638 | -2.145912 | -0.316867 | -1.403321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Temporal Discontinuties | 0.604692 | -0.432130 | 0.350673 | -1.071764 | -2.507136 | -2.411546 | -1.521199 | -1.755261 | 0.604692 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Temporal Variability | 118.784034 | 18.824861 | 16.774177 | 16.085849 | 12.377829 | 118.784034 | 88.611636 | 17.037903 | 29.923341 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 11.959414 | 1.904201 | 1.657829 | 7.794695 | 11.959414 | 0.744554 | 2.654880 | -0.596101 | -1.951415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 13.456783 | 1.789507 | 2.675317 | 13.456783 | 8.503320 | 0.322453 | -0.498627 | -1.518531 | 0.372462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 11.577793 | 1.524322 | 2.440717 | 11.577793 | 7.680768 | -0.043206 | -0.412267 | -0.767931 | 1.605110 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 14.767341 | 1.358440 | 1.656190 | 14.767341 | 9.978579 | 2.231898 | 0.392481 | -2.016493 | 2.370507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 14.557554 | 2.805578 | 2.882369 | 9.754577 | 14.557554 | 4.229718 | 6.933955 | 6.811991 | 9.905146 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 15.568845 | 1.223527 | 4.909257 | 11.390641 | 15.568845 | 6.224316 | 14.939788 | 3.287602 | 12.207274 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 13.694601 | 1.550201 | 2.207758 | 9.489298 | 13.694601 | 0.959260 | 6.434910 | 4.026488 | 5.257387 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 28.064502 | 1.946251 | 2.238876 | 19.732951 | 28.064502 | 0.250815 | 2.293036 | -0.281476 | -1.597627 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 19.910079 | 2.103022 | 2.027190 | 19.910079 | 14.379447 | 5.229478 | 1.633364 | -1.534046 | -0.184127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 18.735011 | 1.814033 | 2.395412 | 18.735011 | 13.440400 | 5.014116 | 1.856655 | -1.465690 | 2.799411 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 15.403964 | 5.902269 | 8.374706 | 10.417240 | 15.403964 | 4.605181 | 8.784586 | 0.845489 | -0.841843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Power | 26.208122 | 2.934540 | 2.870934 | 26.208122 | 18.145875 | 3.459146 | 2.136500 | -2.241951 | 0.583282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Temporal Variability | 189.232269 | 40.043577 | 46.582712 | 134.947653 | 155.560479 | 189.232269 | 134.719197 | 56.862574 | 9.727327 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Temporal Variability | 74.462024 | 8.349445 | 6.668228 | 18.014517 | 16.432380 | 74.462024 | 68.432464 | -3.442105 | -2.692527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | ee Shape | 0.904865 | 0.904865 | 0.706105 | -0.919237 | -0.849620 | -1.908965 | -2.361190 | -1.717681 | -1.960487 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | N06 | not_connected | nn Temporal Variability | 128.797626 | 37.967808 | 44.607810 | 108.274618 | 116.050788 | 119.574361 | 128.797626 | 6.813511 | 2.276928 |